Abstract
Background
The use of estrogen plus progestin therapy increases both breast cancer incidence and breast tenderness. Whether breast tenderness during estrogen plus progestin therapy is associated with breast cancer risk is uncertain.
Methods
We analyzed data from the Women’s Health Initiative Estrogen plus Progestin Clinical Trial, which randomized postmenopausal women with an intact uterus to conjugated equine estrogens 0.625 mg plus medroxyprogesterone acetate 2.5 mg daily (CEE + MPA, N=8506) or placebo (N=8102). At baseline and annually, participants underwent mammography and clinical breast exam. Self-report of breast tenderness was assessed at baseline and 12 months. Invasive breast cancer incidence was confirmed by medical record review (mean 5.6 years of follow-up).
Results
Among women without baseline breast tenderness (N=14538), significantly more women assigned to CEE + MPA than placebo experienced new-onset breast tenderness after 12 months (36.1% vs. 11.8%, P<0.001). Among women in the CEE + MPA group, breast cancer risk was significantly higher in those with new-onset breast tenderness compared to those without new-onset breast tenderness (Hazard Ratio 1.48, 95% confidence interval 1.08–2.03, P=0.02). Among women in the placebo group, breast cancer risk was not significantly associated with new-onset breast tenderness.
Conclusions
New-onset breast tenderness during use of CEE + MPA was associated with increased breast cancer risk. The sensitivity and specificity for the association between breast tenderness and breast cancer were similar in magnitude to those of the Gail model.
Introduction
The use of menopausal estrogen plus progestin therapy is associated with increased breast cancer risk. In the randomized Women’s Health Initiative-Estrogen + Progestin Trial (WHI E+P trial), which compared daily use of oral conjugated equine estrogens 0.625 mg plus medroxyprogesterone acetate 2.5 mg (CEE + MPA) versus placebo, 8 additional cases of breast cancer/10,000 women-years occurred in women assigned to CEE + MPA compared to women assigned to placebo (P<0.003) 1, 2. Identification of factors prognostic of breast cancer development in CEE + MPA users would have clinical relevance.
We hypothesized that breast cancer in this setting is associated with preceding breast tenderness. Breast tenderness is a common adverse effect of CEE + MPA. Although estimates of its frequency vary due to differences in data collection techniques, the preponderance of studies report that new-onset breast tenderness occurs in 10% to 25% of women following initiation of combined hormone therapy 3–5. In addition, breast tenderness during combination hormone therapy use has been linked to an increase in mammographic density 3, 6, 7, an independent risk factor for breast cancer 8.
The association between new-onset of breast tenderness during use of combined hormone therapy and breast cancer risk has not been previously examined. We examined this issue in the WHI E+P Trial, which randomized postmenopausal women to daily CEE + MPA or placebo 1.
Methods
Study Design
Eligibility criteria and recruitment methods were previously described 1, 9. For the WHI E+P Trial, 16608 postmenopausal women aged between 50 and 79 years without prior hysterectomy were recruited at 40 clinical centers largely by mass mailings between 1993 and 1998. WHI used the following criteria to define postmenopausal: no vaginal bleeding for 6 months (12 months for 50- to 54 year olds), hysterectomy, or past use of postmenopausal hormones 1. Women were required to cease any menopausal hormone therapy for 3 months prior to randomization. Prior to enrollment, all women had a clinical breast exam and mammography; abnormal findings required clearance prior to study entry 2. Interested WHI E+P participants were also enrolled in the WHI Dietary Modification component that randomly assigned 48835 postmenopausal women to a low-fat eating pattern or to usual diet 10. All participants provided written informed consent. Human subjects committees at each institution approved the study.
For the WHI E+P Trial, women were randomly assigned to a daily tablet containing CEE 0.625 mg and MPA 2.5 mg (N = 8506) or an identical-appearing placebo (N=8102). Local dispensation of study medications was blinded via medication bottles with unique bar codes. The following conditions required discontinuation of study medication: breast cancer, endometrial pathology (hyperplasia not responsive to therapy, atypia, or cancer), deep vein thrombosis, pulmonary embolism, malignant melanoma, meningioma, triglyceride level > 1000 mg/dL, institution of anticoagulant medication for thrombophlebitis, or use of nonstudy hormones (estrogen, progestin, androgen, tamoxifen, raloxifene), although short-term (<3 months) vaginal estrogen use was allowed.
Safety monitoring and assessment of adherence to therapy occurred 6 weeks after initiation of therapy and along with assessment of clinical outcomes at 6 month intervals. Annual mammography and clinical breast exam were required for continued administration of study medication. Participants were clinically monitored regardless of medication adherence.
After a mean of 5.6 years of follow-up, the WHI data and safety monitoring board recommended stopping the WHI E+P trial because breast cancer incidence exceeded a pre-designated stopping boundary and a global index supported a finding that overall risks exceeded overall benefits 1.
Assessment of invasive breast cancer
Breast cancer outcomes were self-reported using standardized questionnaires provided every 6 months; breast cancer diagnoses were confirmed by local physician adjudicators who reviewed medical records and pathology reports. Subsequently, all breast cancer diagnoses were centrally-adjudicated by trained coders using standards from the Surveillance, Epidemiology, and End Results system 2, 11. Community physicians evaluated and treated breast abnormalities. At the time study intervention ended, 359 invasive breast cancers were confirmed by central adjudication.
Assessment of breast tenderness
Breast tenderness was determined by self-report at baseline and at the 12-month follow-up visit through a symptoms inventory. The symptom checklist was based on questionnaire items related to menopausal hormone use and aging from national surveys and clinical trials 12, 13. Participants rated the degree of bother from breast tenderness during the past 4 weeks using a four-point Likert-type scale: symptom did not occur, symptom was mild (did not interfere with usual activities), symptom was moderate (interfered somewhat with usual activities), symptom was severe (so bothersome that usual activities could not be pursued). We considered participants to have new-onset breast tenderness if they reported absence of breast tenderness at baseline and presence of breast tenderness (mild, moderate, or severe) at the first annual follow-up visit.
Other Questionnaire Measurements and Anthropometric Measures
At baseline, breast cancer risk factors were assessed by standardized self-report questionnaires. Participants were asked about medical and reproductive history, family medical history, cigarette smoking, alcohol use, race/ethnicity, education, income, and physical activity. Energy expenditure from recreational physical activity was calculated from questionnaire items regarding physical activity frequency and duration. Menopausal hormone use prior to trial intervention was ascertained at baseline with an interviewer-administered questionnaire. Gail breast cancer risk score was calculated based on risk factors collected at baseline 14, 15. Baseline height and weight were measured for calculation of body mass index (BMI) i.e. weight (kg)/height (m2) (http://whiscience.org/about/collection.php).
Statistical Methods
All primary analyses were based on the intention-to-treat principle. Baseline characteristics were compared among women with and without baseline breast tenderness using Chi-squared tests of association. Statistical significance tests for baseline characteristics by new-onset of breast tenderness were adjusted for age and treatment assignment.
Relative risk of breast tenderness at first annual follow-up was obtained from a generalized linear model with a log-link function. We assessed whether the occurrence of breast tenderness at annual follow-up differed according to the presence of breast tenderness at baseline. To do this, we used a generalized linear model with randomization group (CEE + MPA vs. placebo) and baseline breast tenderness (yes/no) as main effects, risk of breast tenderness at first annual follow-up (yes/no) as the outcome, and a randomization group*baseline breast tenderness interaction term.
To examine the association between new-onset breast tenderness and invasive breast cancer risk in multivariate Cox models, we defined a time-dependent binary covariate X(t) equal to zero for all women until the 1st annual follow-up, and equal to one after the 1st annual follow-up if a woman reported breast tenderness at 1st annual follow-up who had not reported breast tenderness at baseline. The survival time, t, was defined as the number of days after randomization to first diagnosis of breast cancer and censored at the time of a woman’s last documented follow-up contact or death. To allow a finer control for age, in addition to making a linear adjustment for age, we allowed the baseline hazard functions to vary by age group. Thus, each model allowed the baseline hazard function to vary by age group (50–54, 55–59, 60–69, or 70–79 years-old) and WHI diet modification trial randomization assignment and adjusted for age (linear), ethnicity (Caucasian, Black, American Indian, Asian Pacific Islander, unknown), alcohol consumption (non-drinker, ≤ 1 drink/day, > 1 drink/day), cigarette smoking (never, past, current), body mass index (kg/m2, linear and quartiles), energy expenditure from physical activity (MET hours/week including walking, mold, moderate, and strenuous physical activity, linear and quartiles), parity (never pregnant, 1, 2, 3+), years of age at first birth (never pregnant, <20, 20–29, 30+), duration of breastfeeding (never, ≤ 1 year, > 1 year), years since menopause (< 5, 5–10, 10–15, >15), Gail model breast cancer risk (linear and quartiles), menopausal hormone therapy use prior to trial participation (yes/no), and baseline breast tenderness. Potential confounders were chosen based on biological plausibility and published studies 16–21. Multiple imputation was used to avoid deletion of observations with missing covariate values 22. Hazard ratio estimates are expressed as relative risks. SAS PROC MI was used to generate a set of five plausible values for the missing covariate data that we assumed was missing at random and PROC MIANALYZE was used to combine parameter estimates from the Cox models for valid statistical inference.
To assess the extent to which new-onset breast tenderness was a marker of the effect of CEE + MPA on risk of invasive breast cancer, we compared the estimates of the CEE + MPA hazard ratio in models with and without new-onset breast tenderness 23.
Using the method of Li and Meredith, we estimated the proportion of the effect of CEE + MPA on breast cancer risk that was explained by new-onset breast tenderness 24. Using the incidence estimates of new-onset breast tenderness and the parameter estimates from a Cox proportional hazards model, this formula calculated the proportion of the treatment effect explained by the surrogate marker, new-onset breast tenderness, divided by the overall effect of treatment. We calculated the sensitivity (true-positive rate) and specificity (1 minus false-positive rate) of new-onset breast tenderness as a predictor of breast cancer risk among women assigned to CEE + MPA therapy.
All statistical tests were two-sided. The P-value threshold for statistical significance was 0.05 for tests of main effects. All statistical analyses were performed using SAS/STAT software Version 9.1 (SAS Institute, Inc, Cary, NC).
Results
For the 16,608 women participating in this trial, demographics and breast cancer risk factors (including prior hormonal exposure, family history, dietary intake, education, ethnicity, and Gail risk assessment) were balanced between the hormone therapy and placebo groups 2.
Characteristics of women with and without baseline breast tenderness are compared in column P1 of Table 1. Characteristics of women with and without new-onset of breast tenderness are compared in column P2 of Table 1. Women reporting baseline breast tenderness tended to be younger, heavier, more often Black or Hispanic, lower alcohol consumers, less physically active, younger at first birth, more distant from menopause transition, at lower predicted breast cancer risk (Gail model), and more likely to have used menopausal hormone therapy prior to trial participation than women without baseline breast tenderness (Table 1). Baseline breast tenderness did not differ significantly by randomization group (Table 1).
Table 1.
Baseline Characteristics in the WHI E+P Trial by Breast Tenderness at Baseline and Year 1 (N=16608)1
Breast Tenderness (Baseline Status/Year 1 Status) | |||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
No/No (N=10176) |
No/Yes (N=3247) |
Yes/No (N=717) |
Yes/Yes (N=1037) |
||||||||
Characteristic | N | % | N | % | N | % | N | % | P1 | P2 | |
Age at screening, mean years (SD) | 63.3 | (7.1) | 64.1 | (6.9) | 61.8 | (7.2) | 62.3 | (7.1) | <0.001 | <0.001 | |
Treatment assignment | |||||||||||
Placebo | 5785 | 56.8 | 770 | 23.7 | 411 | 57.3 | 448 | 43.2 | 0.91 | <0.001 | |
CEE + MPA | 4391 | 43.2 | 2477 | 76.3 | 306 | 42.7 | 589 | 56.8 | |||
Ethnicity | |||||||||||
White | 8840 | 86.9 | 2747 | 84.6 | 568 | 79.2 | 806 | 77.7 | <0.001 | 0.001 | |
Black | 569 | 5.6 | 207 | 6.4 | 66 | 9.2 | 108 | 10.4 | |||
Hispanic | 383 | 3.8 | 156 | 4.8 | 54 | 7.5 | 85 | 8.2 | |||
American Indian | 27 | 0.3 | 10 | 0.3 | 4 | 0.6 | 8 | 0.8 | |||
Asian/Pacific Islander | 229 | 2.3 | 75 | 2.3 | 11 | 1.5 | 21 | 2.0 | |||
Unknown | 128 | 1.3 | 52 | 1.6 | 14 | 2.0 | 9 | 0.9 | |||
Alcohol intake | |||||||||||
Non drinker | 4186 | 41.3 | 1366 | 42.2 | 321 | 44.9 | 518 | 50.0 | <0.001 | 0.25 | |
≤ 1 drink/day | 4560 | 45.0 | 1461 | 45.1 | 333 | 46.6 | 439 | 42.4 | |||
> 1 drink/day | 1391 | 13.7 | 409 | 12.6 | 61 | 8.5 | 78 | 7.5 | |||
Smoking | |||||||||||
Never smoked | 5023 | 49.9 | 1636 | 50.9 | 351 | 49.6 | 518 | 50.4 | 0.88 | 0.03 | |
Past smoker | 3980 | 39.5 | 1306 | 40.6 | 284 | 40.2 | 400 | 38.9 | |||
Current smoker | 1061 | 10.5 | 275 | 8.5 | 72 | 10.2 | 109 | 10.6 | |||
Body mass index (BMI), kg/m2 (collapsed categories) | |||||||||||
<25 | 3203 | 31.7 | 1060 | 32.8 | 143 | 20.0 | 274 | 26.6 | <0.001 | 0.04 | |
25-<30 | 3528 | 34.9 | 1170 | 36.2 | 250 | 35.0 | 359 | 34.8 | |||
≤30 | 3386 | 33.5 | 1005 | 31.1 | 321 | 45.0 | 399 | 38.7 | |||
Quartiles of physical activity, MET hrs/week | |||||||||||
< 1.5 | 2088 | 22.2 | 666 | 22.3 | 168 | 25.7 | 248 | 26.2 | <0.001 | 0.47 | |
1.5 ≥ to < 6.5 | 2181 | 23.2 | 734 | 24.6 | 164 | 25.1 | 250 | 26.5 | |||
6.5 ≥ to < 15.75 | 2461 | 26.2 | 740 | 24.8 | 156 | 23.9 | 238 | 25.2 | |||
≤ 15.75 | 2675 | 28.4 | 845 | 28.3 | 165 | 25.3 | 209 | 22.1 | |||
Parity | |||||||||||
Never pregnant/Never had term pregnancy | 1062 | 10.5 | 292 | 9.0 | 65 | 9.1 | 112 | 10.8 | 0.34 | 0.09 | |
1 | 789 | 7.8 | 268 | 8.3 | 60 | 8.4 | 93 | 9.0 | |||
2 | 2217 | 21.9 | 693 | 21.4 | 154 | 21.5 | 248 | 24.0 | |||
3+ | 6064 | 59.8 | 1985 | 61.3 | 437 | 61.0 | 582 | 56.2 | |||
Age at first birth, years | |||||||||||
Never pregnant/No term pregnancy | 1062 | 11.5 | 292 | 9.9 | 65 | 10.4 | 112 | 12.1 | <0.001 | 0.01 | |
<20 | 1301 | 14.1 | 438 | 14.8 | 118 | 18.8 | 185 | 19.9 | |||
20 – 29 | 6015 | 65.0 | 1964 | 66.6 | 391 | 62.5 | 566 | 60.9 | |||
30+ | 871 | 9.4 | 256 | 8.7 | 52 | 8.3 | 66 | 7.1 | |||
Number of months breastfed | |||||||||||
Never | 4557 | 45.2 | 1439 | 44.9 | 331 | 46.6 | 513 | 49.9 | 0.001 | 0.85 | |
≥ 1 year | 3747 | 37.2 | 1190 | 37.1 | 270 | 38.0 | 379 | 36.8 | |||
> 1 year | 1768 | 17.6 | 579 | 18.0 | 109 | 15.4 | 137 | 13.3 | |||
Years since menopause | |||||||||||
<5 | 1564 | 16.7 | 398 | 13.3 | 153 | 23.8 | 187 | 19.8 | <0.001 | 0.39 | |
5 – 10 yrs | 1799 | 19.2 | 540 | 18.1 | 134 | 20.9 | 213 | 22.5 | |||
10 – 15 | 1972 | 21.1 | 644 | 21.6 | 136 | 21.2 | 184 | 19.5 | |||
≤15 yrs | 4023 | 43.0 | 1405 | 47.0 | 219 | 34.1 | 361 | 38.2 | |||
Quartiles of 5-year Gail model risk | |||||||||||
< 1.1 | 1943 | 19.1 | 598 | 18.4 | 201 | 28.0 | 272 | 26.2 | <0.001 | 0.05 | |
1.1 ≥ 5 year risk< 1.44 | 2712 | 26.7 | 848 | 26.1 | 175 | 24.4 | 256 | 24.7 | |||
1.44 ≥ 5 year risk < 1.91 | 2818 | 27.7 | 881 | 27.1 | 149 | 20.8 | 239 | 23.0 | |||
5 year risk ≤ 1.91 | 2703 | 26.6 | 920 | 28.3 | 192 | 26.8 | 270 | 26.0 | |||
Prior hormone therapy use1 | |||||||||||
No | 7572 | 74.4 | 2428 | 74.8 | 518 | 72.2 | 720 | 69.4 | <0.001 | 0.73 | |
Yes | 2603 | 25.6 | 819 | 25.2 | 199 | 27.8 | 317 | 30.6 |
Of the 16608 WHI E+P trial participants, information regarding baseline and year 1 breast tenderness was available for 15177 participants. Thus, this table excludes participants for whom information regarding breast tenderness was missing from the baseline visit (N=95), the year 1 visit (N=1303), and both the baseline and year 1 visits (N=33).
compares baseline characteristics of participants with versus without baseline breast tenderness (i.e., columns 1 and 2 vs. columns 3 and 4) based on chi-squared test of association for categorical variables and two sample t-tests for continuous variables.
compares baseline characteristics in participants with versus without new-onset of breast tenderness (i.e., column 1 vs. column2) adjusted for age and treatment assignment. Tests of association for age and treatment assignment are unadjusted.
1045 (5%) of the 16,608 WHI E + P participants were current menopausal hormone therapy users at baseline, i.e. they underwent a hormone therapy “washout period” in order to participate in the WHI E + P trial.
As reported previously, assignment to CEE + MPA increased the risk of breast tenderness at 1-year follow-up 4. The risk of mild, moderate, or severe breast tenderness at 1 year in women assigned to CEE + MPA was higher among women without baseline breast tenderness than women with baseline breast tenderness (interaction term P-value < 0.001, Table 2). In the subgroup of women with no breast tenderness at baseline, the risk of breast tenderness at 1 year was 3-fold higher among women assigned to CEE + MPA compared to women who were assigned to placebo (36.1% versus 11.8%, relative risk [RR] 3.07, 95% confidence interval [95% CI] 2.85–3.30, P-value <0.001) (Table 2). In the subgroup of women with breast tenderness at baseline, the risk of breast tenderness at year 1 was 1.26 times higher among women assigned to CEE + MPA compared to women assigned to placebo (95% CI 1.17–1.37) (Table 2).
Table 2.
Prevalence and Relative Risk of Breast Tenderness at First Annual Follow-up by Randomization Assignment in the WHI E + P Trial (n=166081); all women and stratified by breast tenderness at baseline
CEE+MPA | Placebo | RR2 | (95% CI) | P-value3 | |||
---|---|---|---|---|---|---|---|
N | (%)4 | N | (%) | ||||
All | 3086/7808 | (39.5) | 1230/7464 | (16.5) | 2.40 | (2.26, 2.54) | <0.001 |
<0.001 | |||||||
No breast tenderness at baseline | 2477/6868 | (36.1) | 770/6555 | (11.8) | 3.07 | (2.85, 3.30) | |
Breast tenderness at baseline | 589/895 | (65.8) | 448/859 | (52.2) | 1.26 | (1.17, 1.37) |
95 participants missing baseline breast tenderness data only, 1303 participants with missing year 1 data, and 33 participants missing both baseline and year 1 data.
Relative risk of breast tenderness at 12-month follow-up from a generalized linear model.
P-values for main effect of treatment (boldface) and for interaction between treatment assignment and baseline breast tenderness.
Percent reporting breast tenderness at 12-month follow-up.
Women reporting new-onset of breast tenderness tended to be older and Black or Hispanic compared with women without new-onset of breast tenderness (Table 1, column P2). Most (76.3%) of the women who reported new-onset of breast tenderness were in the CEE + MPA treatment group. Of women in the CEE + MPA treatment group who reported new-onset breast tenderness, severity of tenderness was rated as mild in 77%, moderate in 19%, and severe in 4% (data not shown).
As reported previously, assignment to CEE + MPA increased the risk of breast cancer (HR 1.24, 95% CI 1.01–1.54, P=0.003) 2. The new-onset of breast tenderness was associated with a higher risk of invasive breast cancer, especially among women who had been assigned to CEE + MPA (Table 3). Among women in the CEE + MPA group who did not have baseline breast tenderness, the risk of breast cancer was higher among women who had new-onset of breast tenderness than women without new-onset of breast tenderness (multivariable-adjusted HR 1.48, 95% CI 1.08–2.03, P-value = 0.02). Among women in the placebo group, the risk of breast cancer was not significantly higher among women who had new-onset of breast tenderness than among women without new-onset breast tenderness (Table 3). Thus, new-onset breast tenderness was associated with a statistically significantly elevated breast cancer risk in the CEE + MPA group, but not in the placebo group. Too few women had moderate or severe tenderness to allow us to determine whether breast cancer risk increased with increasing severity of breast tenderness.
Table 3.
Annualized rates and multivariable adjusted risk of invasive breast cancer due to new onset of breast tenderness at 12-month follow-up in the WHI E+P Trial
Annualized rate of breast cancer | |||||||
---|---|---|---|---|---|---|---|
Participants with new-onset breast tenderness |
Participants with no new-onset breast tenderness |
||||||
Treatment group | Cases (number at risk) | (%)1 | Cases (number at risk) | (%) | HR2 | (95% CI) | P-value |
All | 83 (3231) | (0.56%) | 209 (10149) | (0.34%) | 1.29 | (0.99, 1.70) | 0.06 |
Placebo | 15 (760) | (0.44%) | 111 (5769) | (0.33%) | 0.99 | (0.59, 1.66) | 0.97 |
CEE +MPA | 68 (2471) | (0.60%) | 98 (4380) | (0.36%) | 1.48 | (1.08, 2.03) | 0.02 |
Annualized rates (unadjusted).
Hazard ratio from Cox proportional hazards models comparing risk of breast cancer among women with versus without new-onset breast tenderness. Cox proportional hazards models are adjusted for CEE+MPA randomization assignment, age, ethnicity, alcohol consumption, smoking, body mass index (linear and quartiles), physical activity (linear and quartiles), parity, age at first birth, breast feeding, years of age at menopause, Gail model breast cancer risk (linear and quartiles), and menopausal hormone therapy use prior to trial participation. This table displays hazard ratios for women without baseline breast tenderness.
Figure 1 illustrates the difference in invasive breast cancer risk according to presence versus absence of new-onset of breast tenderness after adjustment for age, ethnicity, prior menopausal hormone therapy use, and Gail breast cancer risk score. The data were too sparse to allow for a stratification of the breast tenderness-breast cancer association according severity (mild, moderate, severe) of breast tenderness.
Figure 1. Risk of invasive breast cancer by new-onset of breast tenderness.
Survival times for Kaplan-Meier estimates of cumulative hazard function beginning at the year 1 follow-up visit (i.e. survival time t=0 at the year 1 follow-up visit). Adjusted for age, ethnicity, prior menopausal hormone therapy use, and Gail breast cancer risk score. Seventeen women in the active arm (6 with breast tenderness at year 1, 11 without breast tenderness at year 1) and 26 women in the placebo arm (10 with breast tenderness at year 1, 16 without breast tenderness at year 1) were excluded from the Figure because they either developed breast cancer prior to the year 1 follow-up assessment or had no follow-up after their annual visit.
We used Prentice’s criteria to further explore the breast tenderness-breast cancer association 23. Prior to inclusion of randomization assignment, women with new-onset of breast tenderness had a 37% higher risk of invasive breast cancer than women without new-onset of breast tenderness (HR 1.37, 95% CI 1.05–1.77, P-value = 0.02, data not shown). When both treatment assignment and new-onset of breast tenderness were included in the same Cox regression model, the magnitude of the increased risk of breast cancer among women with new-onset of breast tenderness was modestly lowered (HR 1.29, 95% CI 0.99–1.70, data not shown). Likewise the magnitude of the HR associated with assignment to CEE + MPA was lowered and lost statistical significance after adjustment for new-onset of breast tenderness (HR 1.25 and P-value = 0.04 prior to adjustment, HR 1.19 and P-value = 0.11 after adjustment for new-onset of breast tenderness, data not shown).
Among women assigned to CEE + MPA therapy, new-onset breast tenderness had a sensitivity of 41%, a specificity of 64%, and a positive predictive value of 2.7% in predicting invasive breast cancer risk during the intervention period (mean 5.6 years). The proportion of breast cancer risk conferred by CEE + MPA that was explained by new-onset of breast tenderness was 24% (95% CI 6%-100%), as assessed by the method of Li and Meredith.
Discussion
In participants of a large randomized controlled trial of menopausal hormone therapy, new-onset of breast tenderness was a marker of future breast cancer risk. Among women assigned to the CEE + MPA group who were free of breast tenderness at baseline, those who reported new-onset of breast tenderness at first annual follow-up had a 48% higher risk of invasive breast cancer than did those who did not experience new-onset of breast tenderness at first annual follow-up. New-onset of breast tenderness explained 24% of breast cancer risk conferred by CEE + MPA.
To our knowledge, no prior published studies have addressed whether there is an association between CEE + MPA-induced new-onset breast tenderness and breast cancer risk. However, an association between new-onset breast tenderness and breast cancer has biological plausibility. Three prior studies found that CEE + MPA -induced breast tenderness is associated with increased mammographic density 3, 6, 7, a risk factor for breast cancer which indirectly measures breast parenchymal tissue proliferation 25–27. Studies have linked administration of estrogen + progestin therapy with increased breast cell proliferation 28–30. Thus, breast discomfort may be a clinical manifestation of increased proliferation that is manifest radiographically as increased breast density. However, in one study, mammographic density did not mediate the association between combination hormone therapy and breast cancer 31. The present study design does not permit us to directly test whether combined hormone therapy-induced breast tenderness represents increased breast cell proliferation. Because increases in serum level of estrone and estrone sulfate during CEE + MPA therapy are positively associated with increases in mammographic density 32, 33, it is possible that CEE + MPA-induced increases in serum estrone or estrone sulfate level could result in both breast tenderness and increased breast cancer risk.
Emergence of endocrine symptoms in response to hormone-based interventions has been recently linked to breast cancer outcome in a large adjuvant breast cancer trial. In the Anastrazole, Tamoxifen, Alone and Combined (ATAC) trial, breast cancer patients reporting an increase in hot flashes and arthralgia symptoms after 3 months of therapy with tamoxifen or aromatase inhibitor had nearly half as many breast cancer recurrences compared to women not reporting such symptoms 34. Thus, systematic responses such as the breast tenderness described in the current report may represent integrated functions of biological interaction among the intervention, breast cancer, and the postmenopausal woman’s host response.
In our study, the prevalence of new-onset breast tenderness among women assigned to CEE + MPA was 36%. Most randomized trials of CEE 0.625 mg/d + MPA 2.5 mg/d did not report the prevalence of new-onset breast tenderness at 1 year 35–40. The exception is the Postmenopausal Estrogen/Progestin Interventions Trial, PEPI, which asked participants at the 1st annual follow-up: “During the past week including today, did any of these symptoms bother you or interfere with your life? Breast sensitivity/tenderness (yes or no) and/or painful breasts (yes or no)”. In PEPI, among women assigned to CEE + MPA who reported absence of baseline breast symptoms, the prevalence of breast symptoms was 23% at 1st annual follow-up 3. When we exclude WHI participants with mild breast tenderness, more closely matching the PEPI assessment method, the prevalence of hormone therapy-associated new-onset breast tenderness is virtually identical in the two trials (23% vs. 25%). Thus, it is likely that heterogeneity regarding how questionnaires assess breast symptoms results in different prevalence estimates for hormone therapy-associated breast symptoms across studies.
Few characteristics explained who would develop new-onset breast tenderness. Although several characteristics were statistically significantly associated with new-onset breast tenderness (e.g. ethnicity, cigarette smoking, body mass index), the magnitude of their associations with breast tenderness was small. Risk factors for new-onset breast tenderness require further elucidation.
The sensitivity and specificity of new-onset breast tenderness for predicting invasive breast cancer risk among CEE +MPA users were similar to that of the Gail model. In our study, based on a mean follow-up duration of 5.6 years, new-onset breast tenderness had a sensitivity of 41%, a specificity of 64%, and a positive predictive value of 2.7% for predicting invasive breast cancer risk among women assigned to CEE + MPA. Using a threshold of 1.67% five-year risk of developing invasive breast cancer, the Gail model had a sensitivity of 44% and a specificity of 66% 41. In another study, a positive mammogram had a positive predictive value of 6.6% for women aged 50 to 59, and 7.8% for women aged 60 to 69 years 42.
Our findings have potential clinical implications. The WHI E+P Trial has previously demonstrated that combined hormone therapy increased invasive breast cancer risk 2, 43, increased mammographic breast density 44, and increased the frequency of mammograms with abnormalities which less reliably detect cancer 45. We now report that an increase in breast tenderness, easily detected by physicians or patients, identifies a population at particular risk of breast cancer development. These findings should be considered by women who experience new-onset breast tenderness during combined hormone therapy use and their prescribing physicians to inform decisions regarding continued combined hormone therapy use.
Our study has limitations. The study questionnaire assessed breast tenderness annually. Thus, we may have underestimated breast tenderness, although this method of ascertainment probably resembles reporting of breast tenderness in a clinical setting. Also, although the rates of treatment discontinuation in the CEE + MPA arm (42%) and of cross-over from placebo to active therapy (11%) were relatively high 1, we believe that they would tend to decrease the observed association between breast tenderness and breast cancer. Although women who developed new-onset breast tenderness had higher baseline Gail model breast cancer risk scores, the association between new-onset breast tenderness and future breast cancer risk persisted after adjustment for Gail risk score. Finally, our results do not apply to other types or schedules of estrogen or progestogen therapy.
Strengths of our study include the large number of participants, the use of placebo controls, the comprehensive assessment of breast cancer risk factors, the rigorous assessment of breast cancer outcomes over several years of follow-up, the blinding of participants and investigators to treatment assignment, the requirement for annual mammography and clinical breast exam, and the serial prospective blinded assessment of breast tenderness in both placebo and treatment groups. This study was based on the largest and longest randomized controlled trial of combination menopausal hormone therapy ever performed.
In conclusion, the new-onset of breast tenderness during CEE + MPA may be a marker of increased breast cancer risk. The sensitivity and specificity for the association between breast tenderness and breast cancer were similar in magnitude to those observed with the Gail model and raise the possibility that reports of breast tenderness during CEE + MPA therapy may identify high-risk women.
Acknowledgements
The authors thank the women who generously participated in the WHI Trial. We are grateful to the WHI investigators and staff for their dedicated efforts.
Aaron Aragaki had full access to all of the data in the study and takes responsibility for the integrity of the data and the accuracy of the data analysis.
Funding/Support: The WHI program is funded by the National Heart, Lung, and Blood Institute, National Institutes of Health, U.S. Department of Health and Human Services through contracts N01WH22110, 24152, 32100-2, 32105-6, 32108-9, 32111-13, 32115, 32118-32119, 32122, 42107-26, 42129-32, and 44221. Dr. Crandall’s work was supported by National Institute of Health research grant # 5K12 AG01004-08 from the National Institute on Aging and by the Tarlow-Eisner-Moss Research Endowment of the Iris Cantor-UCLA Women’s Health Center. The active study drug and placebo were supplied by Wyeth-Ayerst Research Laboratories, Philadelphia, Pennsylvania.
Footnotes
The WHI Investigators: Program Office: (National Heart, Lung, and Blood Institute, Bethesda, Maryland) Elizabeth Nabel, Jacques Rossouw, Shari Ludlam, Linda Pottern, Joan McGowan, Leslie Ford, and Nancy Geller.
Clinical Coordinating Center: (Fred Hutchinson Cancer Research Center, Seattle, WA) Ross Prentice, Garnet Anderson, Andrea LaCroix, Charles L. Kooperberg, Ruth E. Patterson, Anne McTiernan; (Wake Forest University School of Medicine, Winston-Salem, NC) Sally Shumaker; (Medical Research Labs, Highland Heights, KY) Evan Stein; (University of California at San Francisco, San Francisco, CA) Steven Cummings. Clinical Centers: (Albert Einstein College of Medicine, Bronx, NY) Sylvia Wassertheil-Smoller; (Baylor College of Medicine, Houston, TX) Aleksandar Rajkovic; (Brigham and Women's Hospital, Harvard Medical School, Boston, MA) JoAnn Manson; (Brown University, Providence, RI) Annlouise R. Assaf; (Emory University, Atlanta, GA) Lawrence Phillips; (Fred Hutchinson Cancer Research Center, Seattle, WA) Shirley Beresford; (George Washington University Medical Center, Washington, DC) Judith Hsia; (Los Angeles Biomedical Research Institute at Harbor-UCLA Medical Center, Torrance, CA) Rowan Chlebowski; (Kaiser Permanente Center for Health Research, Portland, OR) Evelyn Whitlock; (Kaiser Permanente Division of Research, Oakland, CA) Bette Caan; (Medical College of Wisconsin, Milwaukee, WI) Jane Morley Kotchen; (MedStar Research Institute/Howard University, Washington, DC) Barbara V. Howard; (Northwestern University, Chicago/Evanston, IL) Linda Van Horn; (Rush Medical Center, Chicago, IL) Henry Black; (Stanford Prevention Research Center, Stanford, CA) Marcia L. Stefanick; (State University of New York at Stony Brook, Stony Brook, NY) Dorothy Lane; (The Ohio State University, Columbus, OH) Rebecca Jackson; (University of Alabama at Birmingham, Birmingham, AL) Cora E. Lewis; (University of Arizona, Tucson/Phoenix, AZ) Tamsen Bassford; (University at Buffalo, Buffalo, NY) Jean Wactawski-Wende; (University of California at Davis, Sacramento, CA) John Robbins; (University of California at Irvine, CA) F. Allan Hubbell; (University of California at Los Angeles, Los Angeles, CA) Howard Judd; (University of California at San Diego, LaJolla/Chula Vista, CA) Robert D. Langer; (University of Cincinnati, Cincinnati, OH) Margery Gass; (University of Florida, Gainesville/Jacksonville, FL) Marian Limacher; (University of Hawaii, Honolulu, HI) David Curb; (University of Iowa, Iowa City/Davenport, IA) Robert Wallace; (University of Massachusetts/Fallon Clinic, Worcester, MA) Judith Ockene; (University of Medicine and Dentistry of New Jersey, Newark, NJ) Norman Lasser; (University of Miami, Miami, FL) Mary Jo O’Sullivan; (University of Minnesota, Minneapolis, MN) Karen Margolis; (University of Nevada, Reno, NV) Robert Brunner; (University of North Carolina, Chapel Hill, NC) Gerardo 19 Heiss; (University of Pittsburgh, Pittsburgh, PA) Lewis Kuller; (University of Tennessee, Memphis, TN) Karen C. Johnson; (University of Texas Health Science Center, San Antonio, TX) Robert Brzyski; (University of Wisconsin, Madison, WI) Gloria E. Sarto; (Wake Forest University School of Medicine, Winston-Salem, NC) Denise Bonds; (Wayne State University School of Medicine/Hutzel Hospital, Detroit, MI) Susan Hendrix.
References
- 1.Rossouw JE, Anderson GL, Prentice RL, et al. Risks and benefits of estrogen plus progestin in healthy postmenopausal women: principal results From the Women's Health Initiative randomized controlled trial. Jama. 2002 Jul 17;288(3):321–333. doi: 10.1001/jama.288.3.321. [DOI] [PubMed] [Google Scholar]
- 2.Chlebowski RT, Hendrix SL, Langer RD, et al. Influence of estrogen plus progestin on breast cancer and mammography in healthy postmenopausal women: the Women's Health Initiative Randomized Trial. Jama. 2003 Jun 25;289(24):3243–3253. doi: 10.1001/jama.289.24.3243. [DOI] [PubMed] [Google Scholar]
- 3.Crandall CJ, Karlamangla A, Huang MH, Ursin G, Guan M, Greendale GA. Association of new-onset breast discomfort with an increase in mammographic density during hormone therapy. Arch Intern Med. 2006 Aug 14–28;166(15):1578–1584. doi: 10.1001/archinte.166.15.1578. [DOI] [PubMed] [Google Scholar]
- 4.Barnabei VM, Cochrane BB, Aragaki AK, et al. Menopausal symptoms and treatment-related effects of estrogen and progestin in the Women's Health Initiative. Obstet Gynecol. 2005 May;105(5 Pt 1):1063–1073. doi: 10.1097/01.AOG.0000158120.47542.18. [DOI] [PubMed] [Google Scholar]
- 5.Utian WH, Shoupe D, Bachmann G, Pinkerton JV, Pickar JH. Relief of vasomotor symptoms and vaginal atrophy with lower doses of conjugated equine estrogens and medroxyprogesterone acetate. Fertil Steril. 2001 Jun;75(6):1065–1079. doi: 10.1016/s0015-0282(01)01791-5. [DOI] [PubMed] [Google Scholar]
- 6.Bulbul NH, Ozden S, Dayicioglu V. Effects of hormone replacement therapy on mammographic findings. Arch Gynecol Obstet. 2003 Apr;268(1):5–8. doi: 10.1007/s00404-002-0306-7. [DOI] [PubMed] [Google Scholar]
- 7.McNicholas MM, Heneghan JP, Milner MH, Tunney T, Hourihane JB, MacErlaine DP. Pain and increased mammographic density in women receiving hormone replacement therapy: a prospective study. AJR Am J Roentgenol. 1994 Aug;163(2):311–315. doi: 10.2214/ajr.163.2.8037021. [DOI] [PubMed] [Google Scholar]
- 8.Boyd NF, Byng JW, Jong RA, et al. Quantitative classification of mammographic densities and breast cancer risk: results from the Canadian National Breast Screening Study. J Natl Cancer Inst. 1995 May 3;87(9):670–675. doi: 10.1093/jnci/87.9.670. [DOI] [PubMed] [Google Scholar]
- 9.Design of the Women's Health Initiative clinical trial and observational study. The Women's Health Initiative Study Group. Control Clin Trials. 1998 Feb;19(1):61–109. doi: 10.1016/s0197-2456(97)00078-0. [DOI] [PubMed] [Google Scholar]
- 10.Ritenbaugh C, Patterson RE, Chlebowski RT, et al. The Women's Health Initiative Dietary Modification trial: overview and baseline characteristics of participants. Ann Epidemiol. 2003 Oct;13(9 Suppl):S87–S97. doi: 10.1016/s1047-2797(03)00044-9. [DOI] [PubMed] [Google Scholar]
- 11.Curb JD, McTiernan A, Heckbert SR, et al. Outcomes ascertainment and adjudication methods in the Women's Health Initiative. Ann Epidemiol. 2003 Oct;13(9 Suppl):S122–S128. doi: 10.1016/s1047-2797(03)00048-6. [DOI] [PubMed] [Google Scholar]
- 12.Ganz PA, Day R, Ware JE, Jr, Redmond C, Fisher B. Base-line quality-of-life assessment in the National Surgical Adjuvant Breast and Bowel Project Breast Cancer Prevention Trial. J Natl Cancer Inst. 1995 Sep 20;87(18):1372–1382. doi: 10.1093/jnci/87.18.1372. [DOI] [PubMed] [Google Scholar]
- 13.Greendale GA, Reboussin BA, Hogan P, et al. Symptom relief and side effects of postmenopausal hormones: results from the Postmenopausal Estrogen/Progestin Interventions Trial. Obstet Gynecol. 1998 Dec;92(6):982–988. doi: 10.1016/s0029-7844(98)00305-6. [DOI] [PubMed] [Google Scholar]
- 14.Chlebowski RT, Anderson GL, Lane DS, et al. Predicting risk of breast cancer in postmenopausal women by hormone receptor status. J Natl Cancer Inst. 2007 Nov 21;99(22):1695–1705. doi: 10.1093/jnci/djm224. [DOI] [PubMed] [Google Scholar]
- 15.Costantino JP, Gail MH, Pee D, et al. Validation studies for models projecting the risk of invasive and total breast cancer incidence. J Natl Cancer Inst. 1999 Sep 15;91(18):1541–1548. doi: 10.1093/jnci/91.18.1541. [DOI] [PubMed] [Google Scholar]
- 16.Gapstur SM, Lopez P, Colangelo LA, Wolfman J, Van Horn L, Hendrick RE. Associations of breast cancer risk factors with breast density in Hispanic women. Cancer Epidemiol Biomarkers Prev. 2003 Oct;12(10):1074–1080. [PubMed] [Google Scholar]
- 17.Riza E, Dos Santos Silva I, De Stavola B, et al. Correlates of high-density mammographic parenchymal patterns by menopausal status in a rural population in Northern Greece. Eur J Cancer. 2005 Mar;41(4):590–600. doi: 10.1016/j.ejca.2004.12.014. [DOI] [PubMed] [Google Scholar]
- 18.Greendale GA, Reboussin BA, Slone S, Wasilauskas C, Pike MC, Ursin G. Postmenopausal hormone therapy and change in mammographic density. J Natl Cancer Inst. 2003 Jan 1;95(1):30–37. doi: 10.1093/jnci/95.1.30. [DOI] [PubMed] [Google Scholar]
- 19.Masala G, Ambrogetti D, Assedi M, Giorgi D, Del Turco MR, Palli D. Dietary and lifestyle determinants of mammographic breast density. A longitudinal study in a Mediterranean population. Int J Cancer. 2006 Apr 1;118(7):1782–1789. doi: 10.1002/ijc.21558. [DOI] [PubMed] [Google Scholar]
- 20.Lopez P, Van Horn L, Colangelo LA, Wolfman JA, Hendrick RE, Gapstur SM. Physical inactivity and percent breast density among Hispanic women. Int J Cancer. 2003 Dec 20;107(6):1012–1016. doi: 10.1002/ijc.11495. [DOI] [PubMed] [Google Scholar]
- 21.Maskarinec G, Pagano I, Chen Z, Nagata C, Gram IT. Ethnic and geographic differences in mammographic density and their association with breast cancer incidence. Breast Cancer Res Treat. 2007 Jul;104(1):47–56. doi: 10.1007/s10549-006-9387-5. [DOI] [PubMed] [Google Scholar]
- 22.Rubin DB. Multiple Imputation After 18+ Years. Journal of the American Statistical Association. 1996;91(434):473–489. [Google Scholar]
- 23.Prentice RL. Surrogate endpoints in clinical trials: definition and operational criteria. Stat Med. 1989 Apr;8(4):431–440. doi: 10.1002/sim.4780080407. [DOI] [PubMed] [Google Scholar]
- 24.Li Z, Meredith MP, Hoseyni MS. A method to assess the proportion of treatment effect explained by a surrogate endpoint. Stat Med. 2001 Nov 15;20(21):3175–3188. doi: 10.1002/sim.984. [DOI] [PubMed] [Google Scholar]
- 25.American Cancer Society. Breast Cancer Facts & Figures 2007–2008. Atlanta, Georgia: 2007. [Google Scholar]
- 26.Bright RA, Morrison AS, Brisson J, et al. Relationship between mammographic and histologic features of breast tissue in women with benign biopsies. Cancer. 1988 Jan 15;61(2):266–271. doi: 10.1002/1097-0142(19880115)61:2<266::aid-cncr2820610212>3.0.co;2-n. [DOI] [PubMed] [Google Scholar]
- 27.Wellings SR, Wolfe JN. Correlative studies of the histological and radiographic appearance of the breast parenchyma. Radiology. 1978 Nov;129(2):299–306. doi: 10.1148/129.2.299. [DOI] [PubMed] [Google Scholar]
- 28.Conner P, Soderqvist G, Skoog L, et al. Breast cell proliferation in postmenopausal women during HRT evaluated through fine needle aspiration cytology. Breast Cancer Res Treat. 2003 Mar;78(2):159–165. doi: 10.1023/a:1022987618445. [DOI] [PubMed] [Google Scholar]
- 29.Conner P, Christow A, Kersemaekers W, et al. A comparative study of breast cell proliferation during hormone replacement therapy: effects of tibolon and continuous combined estrogen-progestogen treatment. Climacteric. 2004 Mar;7(1):50–58. doi: 10.1080/13697130310001651472. [DOI] [PubMed] [Google Scholar]
- 30.Hofseth LJ, Raafat AM, Osuch JR, Pathak DR, Slomski CA, Haslam SZ. Hormone replacement therapy with estrogen or estrogen plus medroxyprogesterone acetate is associated with increased epithelial proliferation in the normal postmenopausal breast. J Clin Endocrinol Metab. 1999 Dec;84(12):4559–4565. doi: 10.1210/jcem.84.12.6194. [DOI] [PubMed] [Google Scholar]
- 31.Boyd NF, Martin LJ, Li Q, et al. Mammographic density as a surrogate marker for the effects of hormone therapy on risk of breast cancer. Cancer Epidemiol Biomarkers Prev. 2006 May;15(5):961–966. doi: 10.1158/1055-9965.EPI-05-0762. [DOI] [PubMed] [Google Scholar]
- 32.Ursin G, Palla SL, Reboussin BA, et al. Post-treatment change in serum estrone predicts mammographic percent density changes in women who received combination estrogen and progestin in the Postmenopausal Estrogen/Progestin Interventions (PEPI) Trial. J Clin Oncol. 2004 Jul 15;22(14):2842–2848. doi: 10.1200/JCO.2004.03.120. [DOI] [PubMed] [Google Scholar]
- 33.Crandall CJ, Guan M, Laughlin GA, et al. Increases in serum estrone sulfate level are associated with increased mammographic density during menopausal hormone therapy. Cancer Epidemiol Biomarkers Prev. 2008 Jul;17(7):1674–1681. doi: 10.1158/1055-9965.EPI-07-2779. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Cuzick J, Sestak I, Cella D, Fallowfield L. Treatment-emergent endocrine symptoms and the risk of breast cancer recurrence: a retrospective analysis of the ATAC trial. Lancet Oncol. 2008 Dec;9(12):1143–1148. doi: 10.1016/S1470-2045(08)70259-6. [DOI] [PubMed] [Google Scholar]
- 35.Pratapkumar Akhila V. A comparison of transdermal and oral HRT for menopausal symptom control. Int J Fertil Womens Med. 2006 Mar-Apr;51(2):64–69. [PubMed] [Google Scholar]
- 36.Archer DF, Hendrix S, Gallagher JC, et al. Endometrial effects of tibolone. J Clin Endocrinol Metab. 2007 Mar;92(3):911–918. doi: 10.1210/jc.2006-2207. [DOI] [PubMed] [Google Scholar]
- 37.Carranza-Lira S, Garduno-Hernandez MP, Caisapanta DA, Aparicio H. Evaluation of mastodynia in postmenopausal women taking hormone therapy. Int J Gynaecol Obstet. 2005 May;89(2):158–159. doi: 10.1016/j.ijgo.2004.11.034. [DOI] [PubMed] [Google Scholar]
- 38.Chen LC, Tsao YT, Yen KY, Chen YF, Chou MH, Lin MF. A pilot study comparing the clinical effects of Jia-Wey Shiau-Yau San, a traditional Chinese herbal prescription, and a continuous combined hormone replacement therapy in postmenopausal women with climacteric symptoms. Maturitas. 2003 Jan 30;44(1):55–62. doi: 10.1016/s0378-5122(02)00314-6. [DOI] [PubMed] [Google Scholar]
- 39.Jackson VP, San Martin JA, Secrest RJ, et al. Comparison of the effect of raloxifene and continuous-combined hormone therapy on mammographic breast density and breast tenderness in postmenopausal women. Am J Obstet Gynecol. 2003 Feb;188(2):389–394. doi: 10.1067/mob.2003.21. [DOI] [PubMed] [Google Scholar]
- 40.Simon JA, Liu JH, Speroff L, Shumel BS, Symons JP. Reduced vaginal bleeding in postmenopausal women who receive combined norethindrone acetate and low-dose ethinyl estradiol therapy versus combined conjugated equine estrogens and medroxyprogesterone acetate therapy. Am J Obstet Gynecol. 2003 Jan;188(1):92–99. doi: 10.1067/mob.2003.104. [DOI] [PubMed] [Google Scholar]
- 41.Rockhill B, Spiegelman D, Byrne C, Hunter DJ, Colditz GA. Validation of the Gail et al. model of breast cancer risk prediction and implications for chemoprevention. J Natl Cancer Inst. 2001 Mar 7;93(5):358–366. doi: 10.1093/jnci/93.5.358. [DOI] [PubMed] [Google Scholar]
- 42.Elmore JG, Barton MB, Moceri VM, Polk S, Arena PJ, Fletcher SW. Ten-year risk of false positive screening mammograms and clinical breast examinations. N Engl J Med. 1998 Apr 16;338(16):1089–1096. doi: 10.1056/NEJM199804163381601. [DOI] [PubMed] [Google Scholar]
- 43.Anderson GL, Chlebowski RT, Rossouw JE, et al. Prior hormone therapy and breast cancer risk in the Women's Health Initiative randomized trial of estrogen plus progestin. Maturitas. 2006 Sep 20;55(2):103–115. doi: 10.1016/j.maturitas.2006.05.004. [DOI] [PubMed] [Google Scholar]
- 44.McTiernan A, Martin CF, Peck JD, et al. Estrogen-plus-progestin use and mammographic density in postmenopausal women: women's health initiative randomized trial. J Natl Cancer Inst. 2005 Sep 21;97(18):1366–1376. doi: 10.1093/jnci/dji279. [DOI] [PubMed] [Google Scholar]
- 45.Chlebowski RT, Anderson G, Pettinger M, et al. Estrogen plus progestin and breast cancer detection by means of mammography and breast biopsy. Arch Intern Med. 2008 Feb 25;168(4):370–377. doi: 10.1001/archinternmed.2007.123. quiz 345. [DOI] [PubMed] [Google Scholar]